{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline\n",
    "import os\n",
    "os.environ[\"CUDA_DEVICE_ORDER\"]=\"PCI_BUS_ID\";\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\" "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Image Classification Example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "We will begin our image classification example by importing some required modules."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import ktrain\n",
    "from ktrain import vision as vis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we will load and preprocess the image data for training and validation.  *ktrain* can load images and associated labels from a variety of source:\n",
    "\n",
    "\n",
    "- `images_from_folder`:  labels are represented as subfolders containing images [ [example notebook] ](https://github.com/amaiya/ktrain/blob/master/examples/vision/dogs_vs_cats-ResNet50.ipynb)\n",
    "- `images_from_csv`: labels are mapped to images in a CSV file [ [example notebook](https://github.com/amaiya/ktrain/blob/master/examples/vision/planet-ResNet50.ipynb) ]\n",
    "- `images_from_fname`: labels are included as part of the filename and must be extracted using a regular expression [ [example notebook](https://github.com/amaiya/ktrain/blob/master/examples/vision/pets-ResNet50.ipynb) ]\n",
    "- `images_from_array`: images and labels are stored in array [ [example notebook](https://github.com/amaiya/ktrain/blob/master/examples/vision/cifar10-WRN22.ipynb) ]\n",
    "\n",
    "\n",
    "Here, we use the ```images_from_folder``` function to load the data as a generator (i.e., DirectoryIterator object).  This function assumes the following directory structure:\n",
    "```\n",
    "  ├── datadir\n",
    "    │   ├── train\n",
    "    │   │   ├── class0       # folder containing documents of class 0\n",
    "    │   │   ├── class1       # folder containing documents of class 1\n",
    "    │   │   ├── class2       # folder containing documents of class 2\n",
    "    │   │   └── classN       # folder containing documents of class N\n",
    "    │   └── test \n",
    "    │       ├── class0       # folder containing documents of class 0\n",
    "    │       ├── class1       # folder containing documents of class 1\n",
    "    │       ├── class2       # folder containing documents of class 2\n",
    "    │       └── classN       # folder containing documents of class N\n",
    "```\n",
    "\n",
    "\n",
    "The *train_test_names* argument can be used, if the train and test subfolders are named differently (e.g., *test* folder is called *valid*).  Here, we load a dataset of cat and dog images, which can be obtained from [here](https://www.kaggle.com/c/dogs-vs-cats/data).  The DATADIR variale should be set to the path to the extracted folder.  The **data_aug** parameter can be used to employ [data augmentation](https://arxiv.org/abs/1712.04621). We set this parameter using the ```get_data_aug``` function, which returns a default data augmentation with ```horizontal_flip=True``` as the only change to the defaults.  See [Keras documentation](https://keras.io/preprocessing/image/#imagedatagenerator-class) for a full set of agumentation parameters.  Finally, we pass the requested target size (224,224) and color mode (rgb, which is a 3-channel image). The image will be resized or converted appropriately based on the values supplied.  A target size of 224 by 224 is  typically used when using a network pretrained on ImageNet, which we do next.  The ```images_from_folder``` function returns generators for both the training and validation data in addition an instance of ```ktrain.vision.ImagePreprocessor```, which can be used to preprocess raw data when making predictions for new examples.  This will be demonstrated later."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 23000 images belonging to 2 classes.\n",
      "Found 23000 images belonging to 2 classes.\n",
      "Found 2000 images belonging to 2 classes.\n"
     ]
    }
   ],
   "source": [
    "DATADIR = 'data/dogscats'\n",
    "(train_data, val_data, preproc) = vis.images_from_folder(datadir=DATADIR,\n",
    "                                              # use a default data augmentation with horizontal_flip=True\n",
    "                                              data_aug=vis.get_data_aug(horizontal_flip=True), \n",
    "                                              train_test_names=['train', 'valid'],\n",
    "                                               target_size=(224,224), color_mode='rgb')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's examine some sample cat and dog images from the training set:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sample cat images:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('sample cat images:')\n",
    "vis.show_random_images(DATADIR+'/train/cats/') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sample dog images:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('sample dog images:')\n",
    "vis.show_random_images(DATADIR+'/train/dogs/')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we use the ```image_classifier``` function to load a **ResNet50** model pre-trained on [ImageNet](http://www.image-net.org/). For more information on using pretrained networks, see this [blog post](https://blog.keras.io/building-powerful-image-classification-models-using-very-little-data.html). By default, all layers except the randomly initialized custom Dense layers on top are frozen (i.e., trainable).  We, then, wrap the model and data in a Learner object. We specify 4 CPU workers to load batches during training, disable multiprocessing, and use a batch size of 64. You can change these values based on your system specification to see what yields the best peformance. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pretrained_resnet50: 50-layer Residual Network (pretrained on ImageNet)\n",
      "resnet50: 50-layer Resididual Network (randomly initialized)\n",
      "pretrained_mobilenet: MobileNet Neural Network (pretrained on ImageNet - TF only)\n",
      "mobilenet: MobileNet Neural Network (randomly initialized - TF only)\n",
      "pretrained_inception: Inception Version 3  (pretrained on ImageNet)\n",
      "inception: Inception Version 3 (randomly initialized)\n",
      "wrn22: 22-layer Wide Residual Network (randomly initialized)\n",
      "default_cnn: a default LeNet-like Convolutional Neural Network\n"
     ]
    }
   ],
   "source": [
    "# let's print the available precanned image classification models in ktrain\n",
    "vis.print_image_classifiers()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The normalization scheme has been changed for use with a pretrained_resnet50 model. If you decide to use a different model, please reload your dataset with a ktrain.vision.data.images_from* function.\n",
      "\n",
      "Is Multi-Label? False\n",
      "pretrained_resnet50 model created.\n"
     ]
    }
   ],
   "source": [
    "model = vis.image_classifier('pretrained_resnet50', train_data, val_data)\n",
    "learner = ktrain.get_learner(model=model, train_data=train_data, val_data=val_data, \n",
    "                             workers=8, use_multiprocessing=False, batch_size=64)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we freeze the first 15 layers, as the ImageNet pre-trained weights of these early layers are typically applicable as is.  All other layers are unfrozen and trainable. You can use the ```learner.freeze``` and ```learner.unfreeze``` methods to selectively freeze and unfreeze layers, if necessary. ```learner.freeze(freeze_range=15)``` and ```learner.unfreeze(exclude_range=15)``` are equivalent. The number of layers you freeze will depend on how similar your dataset is to ImageNet and other particulars of the dataset. For instance, classifying satellite images or subcellular protein patterns may require less frozen layers than classifying pictures of dogs and cats. You can also begin training for a few epochs with many frozen layers and gradually unfreeze layers for later epochs. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "learner.freeze(freeze_range=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You use the ```print_layers``` function to examine the layers of the created network."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "1 (trainable=False) : <keras.layers.convolutional.ZeroPadding2D object at 0x7fe2502275f8>\n",
      "2 (trainable=False) : <keras.layers.convolutional.Conv2D object at 0x7fe250227668>\n",
      "3 (trainable=False) : <keras.layers.normalization.BatchNormalization object at 0x7fe1a2d2f470>\n",
      "4 (trainable=False) : <keras.layers.core.Activation object at 0x7fe1a2d2fdd8>\n",
      "5 (trainable=False) : <keras.layers.convolutional.ZeroPadding2D object at 0x7fe1a2d4c978>\n",
      "6 (trainable=False) : <keras.layers.pooling.MaxPooling2D object at 0x7fe1a04cb828>\n",
      "7 (trainable=False) : <keras.layers.convolutional.Conv2D object at 0x7fe1a2d3eba8>\n",
      "8 (trainable=False) : <keras.layers.normalization.BatchNormalization object at 0x7fe20c7f9048>\n",
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      "10 (trainable=False) : <keras.layers.convolutional.Conv2D object at 0x7fe20c791470>\n",
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      "13 (trainable=False) : <keras.layers.convolutional.Conv2D object at 0x7fe20c6e9be0>\n",
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      "122 (trainable=True) : <keras.layers.core.Activation object at 0x7fe118252240>\n",
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      "141 (trainable=True) : <keras.layers.merge.Add object at 0x7fe0fc45af28>\n",
      "142 (trainable=True) : <keras.layers.core.Activation object at 0x7fe0fc406320>\n",
      "143 (trainable=True) : <keras.layers.convolutional.Conv2D object at 0x7fe0fc406240>\n",
      "144 (trainable=True) : <keras.layers.normalization.BatchNormalization object at 0x7fe0fc3db358>\n",
      "145 (trainable=True) : <keras.layers.core.Activation object at 0x7fe0fc35bd68>\n",
      "146 (trainable=True) : <keras.layers.convolutional.Conv2D object at 0x7fe0fc2fe208>\n",
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      "152 (trainable=True) : <keras.layers.normalization.BatchNormalization object at 0x7fe0fc10b898>\n",
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      "154 (trainable=True) : <keras.layers.core.Activation object at 0x7fe0fc057278>\n",
      "155 (trainable=True) : <keras.layers.convolutional.Conv2D object at 0x7fe0fc0579b0>\n",
      "156 (trainable=True) : <keras.layers.normalization.BatchNormalization object at 0x7fe0f073d080>\n",
      "157 (trainable=True) : <keras.layers.core.Activation object at 0x7fe0f07695c0>\n",
      "158 (trainable=True) : <keras.layers.convolutional.Conv2D object at 0x7fe0f071fcc0>\n",
      "159 (trainable=True) : <keras.layers.normalization.BatchNormalization object at 0x7fe0f06c17b8>\n",
      "160 (trainable=True) : <keras.layers.core.Activation object at 0x7fe0f0686550>\n",
      "161 (trainable=True) : <keras.layers.convolutional.Conv2D object at 0x7fe0f06305f8>\n",
      "162 (trainable=True) : <keras.layers.normalization.BatchNormalization object at 0x7fe0f05ca2e8>\n",
      "163 (trainable=True) : <keras.layers.merge.Add object at 0x7fe0f0592400>\n",
      "164 (trainable=True) : <keras.layers.core.Activation object at 0x7fe0f0514ac8>\n",
      "165 (trainable=True) : <keras.layers.convolutional.Conv2D object at 0x7fe0f04cfd30>\n",
      "166 (trainable=True) : <keras.layers.normalization.BatchNormalization object at 0x7fe0f04b5080>\n",
      "167 (trainable=True) : <keras.layers.core.Activation object at 0x7fe0f0462630>\n",
      "168 (trainable=True) : <keras.layers.convolutional.Conv2D object at 0x7fe0f0419d30>\n",
      "169 (trainable=True) : <keras.layers.normalization.BatchNormalization object at 0x7fe0f043b828>\n",
      "170 (trainable=True) : <keras.layers.core.Activation object at 0x7fe0f0381898>\n",
      "171 (trainable=True) : <keras.layers.convolutional.Conv2D object at 0x7fe0f0311668>\n",
      "172 (trainable=True) : <keras.layers.normalization.BatchNormalization object at 0x7fe0f02c7358>\n",
      "173 (trainable=True) : <keras.layers.merge.Add object at 0x7fe0f0287470>\n",
      "174 (trainable=True) : <keras.layers.core.Activation object at 0x7fe0f020eb38>\n",
      "175 (trainable=True) : <keras.layers.core.Flatten object at 0x7fe1a3adf4e0>\n",
      "176 (trainable=True) : <keras.layers.core.Dropout object at 0x7fe0f022dcc0>\n",
      "177 (trainable=True) : <keras.layers.core.Dense object at 0x7fe0f01ef438>\n"
     ]
    }
   ],
   "source": [
    "learner.print_layers()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As shown before, we use the Learning Rate Finder in *ktrain* to find a good initial learning rate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "simulating training for different learning rates... this may take a few moments...\n",
      "Epoch 1/5\n",
      "359/359 [==============================] - 125s 349ms/step - loss: 1.4328 - acc: 0.5916\n",
      "Epoch 2/5\n",
      "359/359 [==============================] - 113s 315ms/step - loss: 0.3350 - acc: 0.8991\n",
      "Epoch 3/5\n",
      "231/359 [==================>...........] - ETA: 40s - loss: 0.2776 - acc: 0.9272\n",
      "\n",
      "done.\n",
      "Please invoke the Learner.lr_plot() method to visually inspect the loss plot to help identify the maximal learning rate associated with falling loss.\n"
     ]
    }
   ],
   "source": [
    "learner.lr_find()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learner.lr_plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we will use the ```autofit``` method to train our model using a [triangular learning rate policy](https://arxiv.org/pdf/1506.01186.pdf). Since we have not specified the number of epochs, the maximum learning\n",
    "rate will be periodically reduced when validation loss fails to decrease and eventually stop automatically.\n",
    "\n",
    "Our final validation accuracy is **99.55%** first occuring at the 8th epoch during this run."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "early_stopping automatically enabled at patience=5\n",
      "reduce_on_plateau automatically enabled at patience=2\n",
      "\n",
      "\n",
      "begin training using triangular learning rate policy with max lr of 0.0001...\n",
      "Epoch 1/1024\n",
      "359/359 [==============================] - 118s 330ms/step - loss: 0.2445 - acc: 0.9304 - val_loss: 0.0401 - val_acc: 0.9870\n",
      "Epoch 2/1024\n",
      "359/359 [==============================] - 117s 325ms/step - loss: 0.0778 - acc: 0.9790 - val_loss: 0.0339 - val_acc: 0.9895\n",
      "Epoch 3/1024\n",
      "359/359 [==============================] - 117s 325ms/step - loss: 0.0670 - acc: 0.9803 - val_loss: 0.0318 - val_acc: 0.9920\n",
      "Epoch 4/1024\n",
      "359/359 [==============================] - 116s 323ms/step - loss: 0.0518 - acc: 0.9846 - val_loss: 0.0334 - val_acc: 0.9895\n",
      "Epoch 5/1024\n",
      "359/359 [==============================] - 116s 324ms/step - loss: 0.0530 - acc: 0.9834 - val_loss: 0.0438 - val_acc: 0.9890\n",
      "\n",
      "Epoch 00005: Reducing Max LR on Plateau: new max lr will be 5e-05 (if not early_stopping).\n",
      "Epoch 6/1024\n",
      "359/359 [==============================] - 117s 325ms/step - loss: 0.0345 - acc: 0.9882 - val_loss: 0.0324 - val_acc: 0.9910\n",
      "Epoch 7/1024\n",
      "359/359 [==============================] - 117s 325ms/step - loss: 0.0302 - acc: 0.9902 - val_loss: 0.0255 - val_acc: 0.9930\n",
      "Epoch 8/1024\n",
      "359/359 [==============================] - 117s 327ms/step - loss: 0.0219 - acc: 0.9928 - val_loss: 0.0222 - val_acc: 0.9955\n",
      "Epoch 9/1024\n",
      "359/359 [==============================] - 116s 324ms/step - loss: 0.0265 - acc: 0.9914 - val_loss: 0.0361 - val_acc: 0.9910\n",
      "Epoch 10/1024\n",
      "359/359 [==============================] - 117s 325ms/step - loss: 0.0216 - acc: 0.9931 - val_loss: 0.0249 - val_acc: 0.9935\n",
      "\n",
      "Epoch 00010: Reducing Max LR on Plateau: new max lr will be 2.5e-05 (if not early_stopping).\n",
      "Epoch 11/1024\n",
      "359/359 [==============================] - 117s 325ms/step - loss: 0.0179 - acc: 0.9937 - val_loss: 0.0271 - val_acc: 0.9940\n",
      "Epoch 12/1024\n",
      "359/359 [==============================] - 116s 324ms/step - loss: 0.0171 - acc: 0.9950 - val_loss: 0.0229 - val_acc: 0.9930\n",
      "\n",
      "Epoch 00012: Reducing Max LR on Plateau: new max lr will be 1.25e-05 (if not early_stopping).\n",
      "Epoch 13/1024\n",
      "359/359 [==============================] - 117s 325ms/step - loss: 0.0142 - acc: 0.9953 - val_loss: 0.0250 - val_acc: 0.9945\n",
      "Restoring model weights from the end of the best epoch\n",
      "Epoch 00013: early stopping\n",
      "Weights from best epoch have been loaded into model.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x7fdd440e7e48>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learner.autofit(1e-4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "loss, acc = learner.model.evaluate_generator(learner.val_data, \n",
    "                                             steps=len(learner.val_data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "final loss:0.022161634005376185, final accuracy:0.9955\n"
     ]
    }
   ],
   "source": [
    "print('final loss:%s, final accuracy:%s' % (loss, acc))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As can be seen, the final validation accuracy of our model is **99.55%**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using Our Model to Make Predictions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, let's use our model to make predictions for some images.\n",
    "\n",
    "Here is a sample image of both a cat and a dog from the validation set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['cat.10016.jpg', 'cat.1001.jpg', 'cat.10026.jpg']"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "!!ls {DATADIR}/valid/cats |head -n3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['dog.10001.jpg', 'dog.10005.jpg', 'dog.10010.jpg']"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "!!ls {DATADIR}/valid/dogs |head -n3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fdd2d3fa4e0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "vis.show_image(DATADIR+'/valid/cats/cat.10016.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fdd2cd9c5f8>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "vis.show_image(DATADIR+'/valid/dogs/dog.10001.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's create a predictor object to make predictions for the above images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictor = ktrain.get_predictor(learner.model, preproc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see if we predict the selected cat and dog images correctly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['cats']"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictor.predict_filename(DATADIR+'/valid/cats/cat.10016.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['dogs']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictor.predict_filename(DATADIR+'/valid/dogs/dog.10001.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our predictor is working well. We can save our predictor to disk for later use in an application."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictor.save('/tmp/cat_vs_dog_detector')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's load our predictor from disk to show that it still works as expected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictor = ktrain.load_predictor('/tmp/cat_vs_dog_detector')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['cats']"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictor.predict_filename(DATADIR+'/valid/cats/cat.10016.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['dogs']"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictor.predict_filename(DATADIR+'/valid/dogs/dog.10001.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, let's make predictions for all the cat pictures in our validation set:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 1000 images belonging to 1 classes.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[('cats/cat.1001.jpg', 'cats'),\n",
       " ('cats/cat.10016.jpg', 'cats'),\n",
       " ('cats/cat.10026.jpg', 'cats'),\n",
       " ('cats/cat.10048.jpg', 'cats'),\n",
       " ('cats/cat.10050.jpg', 'cats'),\n",
       " ('cats/cat.10064.jpg', 'cats'),\n",
       " ('cats/cat.10071.jpg', 'cats'),\n",
       " ('cats/cat.10091.jpg', 'cats'),\n",
       " ('cats/cat.10103.jpg', 'cats'),\n",
       " ('cats/cat.10104.jpg', 'cats')]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictor.predict_folder(DATADIR+'/valid/cats/')[:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By default, `predict*` methods in *ktrain* return  the predicted class labels.  To view the predicted probabilities for each class, supply `return_proba=True` as an extra argument:\n",
    "\n",
    "```python\n",
    "predictor.predict_filename(filename, return_proba=True)\n",
    "predictor.predict_folder(foldername, return_proba=True)\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multi-Label Image Classification"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the previous example, the classes were mutually exclusive.  That is, images contained either a dog or a cat, but not both.  Some problems are multi-label classification problems in that each image can belong to multiple classes (or categories).  One such instance of this is the [Kaggle Planet Competition](https://www.kaggle.com/c/planet-understanding-the-amazon-from-space).  In this competition, were are given a collection of satellite images of the Amazon rainforest.  The objective here is to identify locations of deforestation and human encroachment on forests by classifying images into up to 17 different categories.  Categories include *agriculture*, *habitation*, *selective_logging*, and *slash_burn*. A given satellite image can belong to more than category.  The dataset can be downloaded from the [competition page](https://www.kaggle.com/c/planet-understanding-the-amazon-from-space/data). The satellite images are located in a zipped folder called **train-jpg.zip**.  The labels for each image are in the form of a CSV (i.e., **train_v2.csv**) with file names and their labels. Let us first examine the CSV file for this dataset.  Be sure to set the DATADIR variable to the path of the extracted dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['image_name,tags',\n",
       " 'train_0,haze primary',\n",
       " 'train_1,agriculture clear primary water',\n",
       " 'train_2,clear primary',\n",
       " 'train_3,clear primary',\n",
       " 'train_4,agriculture clear habitation primary road',\n",
       " 'train_5,haze primary water',\n",
       " 'train_6,agriculture clear cultivation primary water',\n",
       " 'train_7,haze primary',\n",
       " 'train_8,agriculture clear cultivation primary']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DATADIR = 'data/planet'\n",
    "!!head {DATADIR}/train_v2.csv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We make three observations.  \n",
    "* The *image_name* field is the file name of the satellite image. \n",
    "* The file names are missing the .jpg file extension.\n",
    "* The labels are simply a space-delimited list of tags, rather than a one-hot-encoded vector.\n",
    "\n",
    "Let us first convert this CSV into a new CSV that includes one-hot-encoded representations of the tags and appends the file extension to the file names. Since this dataset format is somewhat common (especially for multi-label image classification problems), *ktrain* contains a convenience function to automatically perform the conversion.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "ORIGINAL_DATA = DATADIR+'/train_v2.csv'\n",
    "CONVERTED_DATA = DATADIR+'/train_v2-CONVERTED.csv'\n",
    "labels = vis.preprocess_csv(ORIGINAL_DATA, \n",
    "                           CONVERTED_DATA, \n",
    "                           x_col='image_name', y_col='tags', suffix='.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['image_name,agriculture,artisinal_mine,bare_ground,blooming,blow_down,clear,cloudy,conventional_mine,cultivation,habitation,haze,partly_cloudy,primary,road,selective_logging,slash_burn,water',\n",
       " 'train_0.jpg,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0',\n",
       " 'train_1.jpg,1,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1',\n",
       " 'train_2.jpg,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0',\n",
       " 'train_3.jpg,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0',\n",
       " 'train_4.jpg,1,0,0,0,0,1,0,0,0,1,0,0,1,1,0,0,0',\n",
       " 'train_5.jpg,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,1',\n",
       " 'train_6.jpg,1,0,0,0,0,1,0,0,1,0,0,0,1,0,0,0,1',\n",
       " 'train_7.jpg,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0',\n",
       " 'train_8.jpg,1,0,0,0,0,1,0,0,1,0,0,0,1,0,0,0,0']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "!!head {DATADIR}/train_v2-CONVERTED.csv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use the ```images_from_csv``` for function to load the data as generators. Remember to specify ```preprocess_for='resenet50'```, as we will be using a ResNet50 architecture again."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 40479 images belonging to 1 classes.\n",
      "Found 36293 images.\n",
      "Found 4186 images.\n"
     ]
    }
   ],
   "source": [
    "train_data, val_data, preproc = vis.images_from_csv(\n",
    "                          CONVERTED_DATA,\n",
    "                         'image_name',\n",
    "                          directory=DATADIR+'/train-jpg',\n",
    "                          val_filepath = None,\n",
    "                          label_columns = labels,\n",
    "                          data_aug=vis.get_data_aug(horizontal_flip=True, vertical_flip=True))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As before, we load a pre-trained ResNet50 model (the default) and wrap this model and the data in a Learner object. Here, will freeze only the first two layers, as the satelitte images are comparatively more dissimilar to ImageNet. Thus, the weights in earlier layers will need more updating."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The normalization scheme has been changed for use with a pretrained_resnet50 model. If you decide to use a different model, please reload your dataset with a ktrain.vision.data.images_from* function.\n",
      "\n",
      "Is Multi-Label? True\n",
      "pretrained_resnet50 model created.\n"
     ]
    }
   ],
   "source": [
    "model = vis.image_classifier('pretrained_resnet50', train_data, val_data=val_data)\n",
    "learner = ktrain.get_learner(model, train_data=train_data, val_data=val_data, \n",
    "                             batch_size=64, workers=8, use_multiprocessing=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "learner.freeze(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The learning-rate-finder indicates a learning rate of 1e-4 would be a good choice."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "simulating training for different learning rates... this may take a few moments...\n",
      "Epoch 1/5\n",
      "567/567 [==============================] - 213s 375ms/step - loss: 0.7902 - acc: 0.6997\n",
      "Epoch 2/5\n",
      "567/567 [==============================] - 199s 350ms/step - loss: 0.2325 - acc: 0.9208\n",
      "Epoch 3/5\n",
      "567/567 [==============================] - 199s 351ms/step - loss: 0.1963 - acc: 0.9371\n",
      "Epoch 4/5\n",
      "567/567 [==============================] - 199s 351ms/step - loss: 0.2701 - acc: 0.9098\n",
      "Epoch 5/5\n",
      "135/567 [======>.......................] - ETA: 2:35 - loss: 0.4646 - acc: 0.8918\n",
      "\n",
      "done.\n",
      "Please invoke the Learner.lr_plot() method to visually inspect the loss plot to help identify the maximal learning rate associated with falling loss.\n"
     ]
    }
   ],
   "source": [
    "learner.lr_find()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learner.lr_plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For this dataset, instead of using ```autofit```, we will use the ```fit_onecycle``` method that utilizes the [1cycle learning rate policy](https://arxiv.org/pdf/1803.09820.pdf). The final model achieves an F2-score of **0.928**, as shown below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "begin training using onecycle policy with max lr of 0.0001...\n",
      "Epoch 1/20\n",
      "567/567 [==============================] - 219s 386ms/step - loss: 0.2452 - acc: 0.9160 - val_loss: 0.1311 - val_acc: 0.9523\n",
      "Epoch 2/20\n",
      "567/567 [==============================] - 206s 363ms/step - loss: 0.1429 - acc: 0.9483 - val_loss: 0.1067 - val_acc: 0.9608\n",
      "Epoch 3/20\n",
      "567/567 [==============================] - 206s 364ms/step - loss: 0.1241 - acc: 0.9549 - val_loss: 0.1006 - val_acc: 0.9630\n",
      "Epoch 4/20\n",
      "567/567 [==============================] - 206s 364ms/step - loss: 0.1148 - acc: 0.9579 - val_loss: 0.0958 - val_acc: 0.9643\n",
      "Epoch 5/20\n",
      "567/567 [==============================] - 205s 362ms/step - loss: 0.1080 - acc: 0.9602 - val_loss: 0.0919 - val_acc: 0.9655\n",
      "Epoch 6/20\n",
      "567/567 [==============================] - 205s 361ms/step - loss: 0.1056 - acc: 0.9608 - val_loss: 0.0936 - val_acc: 0.9648\n",
      "Epoch 7/20\n",
      "567/567 [==============================] - 205s 362ms/step - loss: 0.1035 - acc: 0.9612 - val_loss: 0.0897 - val_acc: 0.9662\n",
      "Epoch 8/20\n",
      "567/567 [==============================] - 205s 362ms/step - loss: 0.1021 - acc: 0.9618 - val_loss: 0.0891 - val_acc: 0.9667\n",
      "Epoch 9/20\n",
      "567/567 [==============================] - 205s 362ms/step - loss: 0.1012 - acc: 0.9621 - val_loss: 0.0908 - val_acc: 0.9665\n",
      "Epoch 10/20\n",
      "567/567 [==============================] - 206s 363ms/step - loss: 0.0991 - acc: 0.9628 - val_loss: 0.0954 - val_acc: 0.9654\n",
      "Epoch 11/20\n",
      "567/567 [==============================] - 206s 363ms/step - loss: 0.0978 - acc: 0.9636 - val_loss: 0.0943 - val_acc: 0.9656\n",
      "Epoch 12/20\n",
      "567/567 [==============================] - 206s 363ms/step - loss: 0.0974 - acc: 0.9634 - val_loss: 0.0862 - val_acc: 0.9676\n",
      "Epoch 13/20\n",
      "567/567 [==============================] - 207s 364ms/step - loss: 0.0960 - acc: 0.9641 - val_loss: 0.0855 - val_acc: 0.9679\n",
      "Epoch 14/20\n",
      "567/567 [==============================] - 206s 364ms/step - loss: 0.0928 - acc: 0.9648 - val_loss: 0.0837 - val_acc: 0.9685\n",
      "Epoch 15/20\n",
      "567/567 [==============================] - 207s 364ms/step - loss: 0.0911 - acc: 0.9654 - val_loss: 0.0865 - val_acc: 0.9675\n",
      "Epoch 16/20\n",
      "567/567 [==============================] - 207s 365ms/step - loss: 0.0890 - acc: 0.9663 - val_loss: 0.0840 - val_acc: 0.9686\n",
      "Epoch 17/20\n",
      "567/567 [==============================] - 205s 361ms/step - loss: 0.0872 - acc: 0.9667 - val_loss: 0.0840 - val_acc: 0.9692\n",
      "Epoch 18/20\n",
      "567/567 [==============================] - 206s 364ms/step - loss: 0.0857 - acc: 0.9673 - val_loss: 0.0835 - val_acc: 0.9689\n",
      "Epoch 19/20\n",
      "567/567 [==============================] - 206s 363ms/step - loss: 0.0844 - acc: 0.9680 - val_loss: 0.0836 - val_acc: 0.9687\n",
      "Epoch 20/20\n",
      "567/567 [==============================] - 206s 363ms/step - loss: 0.0821 - acc: 0.9686 - val_loss: 0.0842 - val_acc: 0.9691\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x7f0ab06896a0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learner.fit_onecycle(1e-4, 20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If there is not yet evidence of overfitting, it can sometimes be beneficial to train further after early_stopping.  Since, the validation loss appears to still decrease, we will train for a little more using a lower learning rate. We only train for one additional epoch here for illustration purposes. Prior training, the current model is saved using the ```learner.save_model``` method in case we end up overfitting. If overfitting, the original model can be restored using the ```learner.load_model``` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "learner.save_model('/tmp/planet_model')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "begin training using onecycle policy with max lr of 1e-05...\n",
      "Epoch 1/1\n",
      "567/567 [==============================] - 206s 363ms/step - loss: 0.0821 - acc: 0.9684 - val_loss: 0.0835 - val_acc: 0.9693\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x7f0adc675550>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "learner.fit_onecycle(1e-4/10,1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluation\n",
    "\n",
    "The evaluation metric for the [Kaggle Planet competition](https://www.kaggle.com/c/planet-understanding-the-amazon-from-space#evaluation) was the F2-score. \n",
    "\n",
    "As shown below, this model achieves an F2-score of **0.928**.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import fbeta_score\n",
    "import numpy as np\n",
    "import warnings\n",
    "def f2(preds, targs, start=0.17, end=0.24, step=0.01):\n",
    "    with warnings.catch_warnings():\n",
    "        warnings.simplefilter(\"ignore\")\n",
    "        return max([fbeta_score(targs, (preds>th), 2, average='samples')\n",
    "                    for th in np.arange(start,end,step)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = learner.model.predict_generator(val_data, steps=len(val_data))\n",
    "y_true = val_data.labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9284542715011629"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f2(y_pred, y_true)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Making Predictions\n",
    "\n",
    "\n",
    "Let's make some predictions using our model and examine results. As before, we first create a Predictor instance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictor = ktrain.get_predictor(learner.model, preproc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's examine the folder of images and select a couple to analyze."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['train_0.jpg',\n",
       " 'train_10000.jpg',\n",
       " 'train_10001.jpg',\n",
       " 'train_10002.jpg',\n",
       " 'train_10003.jpg',\n",
       " 'train_10004.jpg',\n",
       " 'train_10005.jpg',\n",
       " 'train_10006.jpg',\n",
       " 'train_10007.jpg',\n",
       " 'train_10008.jpg']"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "!!ls {DATADIR}/train-jpg/ |head"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Image train_10008.jpg is categorized into the following classes: \n",
    "* artisinal_mine (i.e., small-scale mining operations - sometimes illegal in lands designated for conservation)\n",
    "* clear\n",
    "* primary (rainforest)\n",
    "* water"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f06b44d23c8>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "vis.show_image(DATADIR+'/train-jpg/train_10008.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['image_name,agriculture,artisinal_mine,bare_ground,blooming,blow_down,clear,cloudy,conventional_mine,cultivation,habitation,haze,partly_cloudy,primary,road,selective_logging,slash_burn,water']"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "!!head -n 1 {CONVERTED_DATA}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['train_10008.jpg,0,1,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1']"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "!!grep train_10008.jpg {CONVERTED_DATA}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our predictions are consistent as shown below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[('agriculture', 0.0040258057),\n",
       "  ('artisinal_mine', 0.99988484),\n",
       "  ('bare_ground', 0.041586075),\n",
       "  ('blooming', 3.7402046e-07),\n",
       "  ('blow_down', 3.65358e-08),\n",
       "  ('clear', 0.99841964),\n",
       "  ('cloudy', 2.9288345e-05),\n",
       "  ('conventional_mine', 0.0185931),\n",
       "  ('cultivation', 0.0033639816),\n",
       "  ('habitation', 0.011448876),\n",
       "  ('haze', 0.00052912283),\n",
       "  ('partly_cloudy', 0.0012023835),\n",
       "  ('primary', 0.9873427),\n",
       "  ('road', 0.21895583),\n",
       "  ('selective_logging', 3.939015e-05),\n",
       "  ('slash_burn', 2.703976e-05),\n",
       "  ('water', 0.9984894)]]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictor.predict_filename(DATADIR+'/train-jpg/train_10008.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is another example showing water, clear, and primary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f06b45dbe10>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "vis.show_image(DATADIR+'/train-jpg/train_10010.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['image_name,agriculture,artisinal_mine,bare_ground,blooming,blow_down,clear,cloudy,conventional_mine,cultivation,habitation,haze,partly_cloudy,primary,road,selective_logging,slash_burn,water']"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "!!head -n 1 {CONVERTED_DATA}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['train_10010.jpg,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1']"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "!!grep train_10010.jpg {CONVERTED_DATA}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[('agriculture', 0.26275295),\n",
       "  ('artisinal_mine', 0.0002662742),\n",
       "  ('bare_ground', 0.00402921),\n",
       "  ('blooming', 0.00014191697),\n",
       "  ('blow_down', 7.4397904e-06),\n",
       "  ('clear', 0.998609),\n",
       "  ('cloudy', 1.0647154e-06),\n",
       "  ('conventional_mine', 4.7428235e-05),\n",
       "  ('cultivation', 0.08935747),\n",
       "  ('habitation', 0.010819469),\n",
       "  ('haze', 3.7207883e-05),\n",
       "  ('partly_cloudy', 0.0010312625),\n",
       "  ('primary', 0.99998605),\n",
       "  ('road', 0.06903103),\n",
       "  ('selective_logging', 0.0035000525),\n",
       "  ('slash_burn', 0.0003681789),\n",
       "  ('water', 0.9974711)]]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictor.predict_filename(DATADIR+'/train-jpg/train_10010.jpg')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
